{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73bd968b-d970-4a05-94ef-4e7abf990827",
   "metadata": {},
   "source": [
    "Chapter 18\n",
    "\n",
    "# 体积估算\n",
    "Book_3《数学要素》 | 鸢尾花书：从加减乘除到机器学习 (第二版)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc8f9231-f49a-4ba5-b482-3fb8a888e14a",
   "metadata": {},
   "source": [
    "这段代码计算并可视化了二维高斯函数\n",
    "\n",
    "$$\n",
    "f(x, y) = e^{-x^2 - y^2}\n",
    "$$\n",
    "\n",
    "在矩形区域 $[a, b] \\times [c, d]$ 上的体积。代码通过两种方法进行计算：\n",
    "\n",
    "1. **符号积分计算真实体积**：使用符号积分计算 $f(x, y)$ 在给定区域的体积，通过双重积分\n",
    "\n",
    "   $$\n",
    "   V = \\int_c^d \\int_a^b e^{-x^2 - y^2} \\, dx \\, dy\n",
    "   $$\n",
    "\n",
    "   得到的结果即为该区域下函数的真实体积。\n",
    "\n",
    "2. **数值近似估算体积**：将区域 $[a, b] \\times [c, d]$ 划分为多个小矩形，通过 Riemann 和来估算体积。给定不同的网格数量（例如 $5, 10, 15, 20$），计算每个小矩形内函数值 $f(x_i, y_j)$，并累加所有小矩形的体积近似总体积：\n",
    "\n",
    "   $$\n",
    "   V_{\\text{approx}} = \\sum f(x_i, y_j) \\cdot \\Delta x \\cdot \\Delta y\n",
    "   $$\n",
    "\n",
    "   其中 $\\Delta x$ 和 $\\Delta y$ 分别表示小矩形的宽度和高度。\n",
    "\n",
    "通过可视化，代码展示了不同网格数下的三维柱状图，并显示了估算的体积值。随着网格数量增加，数值估算结果逐渐逼近真实体积，从而验证了 Riemann 和在面积或体积近似中的有效性。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00adea86-9946-44e4-b1c3-3a1439fde1c6",
   "metadata": {},
   "source": [
    "## 导入包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "275faedd-632d-4500-a772-00370f31b1e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from mpl_toolkits.mplot3d import axes3d  # 导入3D绘图工具包\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib import style\n",
    "from sympy.abc import x, y\n",
    "from sympy import *  # 导入符号计算库"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2931805f-14ef-489d-80aa-6a71b0a64934",
   "metadata": {},
   "source": [
    "## 定义函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a6bfa733-af0e-4fe3-a2ba-1599395eae0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle e^{- x^{2} - y^{2}}$"
      ],
      "text/plain": [
       "exp(-x**2 - y**2)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f_xy = exp(- x**2 - y**2)  # 定义函数 f(x, y) = exp(-x^2 - y^2)\n",
    "f_xy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "fb450aa8-0814-478d-855a-91e84c0f9c81",
   "metadata": {},
   "outputs": [],
   "source": [
    "f_xy_fcn = lambdify([x, y], f_xy)  # 将符号函数转换为数值函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8a3f120d-a04e-48f7-bc2d-6a1829be56da",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = -2; b = 1  # x 的区间\n",
    "c = -1; d = 2  # y 的区间\n",
    "\n",
    "x_array_fine = np.linspace(a, b, 300)  # 定义 x 的细致取值范围\n",
    "y_array_fine = np.linspace(c, d, 300)  # 定义 y 的细致取值范围\n",
    "\n",
    "xx_fine, yy_fine = np.meshgrid(x_array_fine, y_array_fine)  # 生成网格点\n",
    "zz_fine = f_xy_fcn(xx_fine, yy_fine)  # 计算函数值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c50d7d40-7b1e-4a3e-80d0-f3fe65c7dbdd",
   "metadata": {},
   "source": [
    "## 可视化函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3b5d1cb2-1a61-4f84-a93e-f8b9bac02d91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "ax.plot_wireframe(xx_fine, yy_fine, zz_fine,\n",
    "                  color='#0070C0',\n",
    "                  rstride=10, cstride=10,\n",
    "                  linewidth=0.25)  # 绘制函数的三维网格图\n",
    "\n",
    "ax.set_xlabel('x')  # 设置 x 轴标签\n",
    "ax.set_ylabel('y')  # 设置 y 轴标签\n",
    "ax.set_zlabel('z = f(x,y)')  # 设置 z 轴标签\n",
    "\n",
    "ax.set_xlim((a, b))  # 设置 x 轴范围\n",
    "ax.set_ylim((c, d))  # 设置 y 轴范围\n",
    "ax.set_zlim((0, zz_fine.max()))  # 设置 z 轴范围\n",
    "ax.grid(False)\n",
    "ax.view_init(azim=-135, elev=30)  # 设置视角\n",
    "ax.set_proj_type('ortho')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4d581a8-37d3-468d-b151-6a89a3b6f91b",
   "metadata": {},
   "source": [
    "## 可视化与估算体积"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3db5a019-ec0e-40a6-825f-087d1eb8332d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_array = [5, 10, 15, 20]  # 不同网格数量\n",
    "\n",
    "for num in num_array:\n",
    "    \n",
    "    x_array = np.linspace(a, b - (b - a) / num, num)  # x 的取值\n",
    "    y_array = np.linspace(c, d - (d - c) / num, num)  # y 的取值\n",
    "    \n",
    "    xx, yy = np.meshgrid(x_array, y_array)  # 生成网格点\n",
    "    xx_array = xx.ravel()  # 将网格点展平\n",
    "    yy_array = yy.ravel()\n",
    "    \n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111, projection='3d')\n",
    "    \n",
    "    zz_array = np.zeros_like(yy_array)  # 初始化 z 底部位置\n",
    "    \n",
    "    dx = np.ones_like(yy_array) / num * (b - a)  # 每个小矩形的宽度 dx\n",
    "    dy = np.ones_like(yy_array) / num * (d - c)  # 每个小矩形的宽度 dy\n",
    "    \n",
    "    dz = f_xy_fcn(xx_array, yy_array)  # 计算矩形的高度\n",
    "    \n",
    "    ax.bar3d(xx_array, yy_array, zz_array, dx, dy, dz, shade=False,\n",
    "              color='#DEEAF6',\n",
    "              edgecolor='#B2B2B2')  # 绘制小矩形的三维柱状图\n",
    "    \n",
    "    ax.set_xlabel('x')\n",
    "    ax.set_ylabel('y')\n",
    "    ax.set_zlabel('z = f(x,y)')\n",
    "    \n",
    "    ax.set_xlim((a, b))\n",
    "    ax.set_ylim((c, d))\n",
    "    ax.set_zlim((0, zz_fine.max()))\n",
    "    ax.grid(False)\n",
    "    ax.view_init(azim=-135, elev=30)\n",
    "    ax.set_proj_type('ortho')\n",
    "    plt.show()\n",
    "\n",
    "    estimated_volume = dz.sum() * (b - a) / num * (d - c) / num  # 估算体积\n",
    "    ax.set_title('Estimated volume = %0.3f' % estimated_volume)  # 显示估算体积\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1e48ca13-a96d-4ece-98b0-b3ca3fca1c24",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==== Volume ====\n",
      "2.65333320473265\n"
     ]
    }
   ],
   "source": [
    "volume = integrate(f_xy, (y, c, d), (x, a, b))  # 使用符号积分计算真实体积\n",
    "volume = volume.evalf()  # 转换为数值\n",
    "print('==== Volume ====')\n",
    "print(volume)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
